Productionizing Machine-Learning Services: Lessons from Google SRE

Thursday, June 07, 2018 - 1:20 pm2:15 pm

Salim Virji and Carlos Villavieja, Google

Abstract: 

Have you thought that your model trained on a Monday might not work on Saturday? Or that the model that you trained on users in Florida might not work for all Spanish-speaking users? In this talk, we present lessons learned from deploying and productionizing ML systems across various products at Google.

BibTeX
@conference {214969,
author = {Salim Virji and Carlos Villavieja},
title = {Productionizing Machine-Learning Services: Lessons from Google {SRE}},
year = {2018},
publisher = {{USENIX} Association},
}